IRI

Author

Joseph H

1 Intoduction

This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.

2 About me

Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.

3 About the project

3.1 How this project comes to life?

First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.

The tools I used are: Python, Polars, and DuckDB

3.2 The process

The process was done in my local machine, and it was as followed.

Alt text

4 General graphs

4.1 market research indestry’s yearly new recruit count

4.2 iri’s workforce status over the years

5 Workforce sample

5.1 Alexandra Lyrics

Job title: Project director, vice president
Associated: True
Socials: https://linkedin.com/in/alexandra-klaus-sun-lyras-lyrics-2a281015

5.1.1 Alexandra Lyrics’s working period at iri

5.1.2 Gantt plot of Alexandra Lyrics’s experience

5.2 Alicia Dehnart

Job title: Fsr
Associated: True
Socials: https://linkedin.com/in/alicia-dehnart-7a447026

5.2.1 Alicia Dehnart’s working period at iri

5.2.2 Gantt plot of Alicia Dehnart’s experience

5.3 Andy Hut

Job title: Market analist
Associated: False
Socials: https://linkedin.com/in/andy-hut-5a6b6812 | https://linkedin.com/in/andyhut

5.3.1 Andy Hut’s working period at iri

5.3.2 Gantt plot of Andy Hut’s experience

5.4 Anjanita Das

Job title: Senior consultant
Associated: True
Socials: https://linkedin.com/in/anjanita-das-6b52368

5.4.1 Anjanita Das’s working period at iri

5.4.2 Gantt plot of Anjanita Das’s experience

5.5 Anna Marcus

Job title: Client insights
Associated: True
Socials: https://linkedin.com/in/anna-marcus-63b8106

5.5.1 Anna Marcus’s working period at iri

5.5.2 Gantt plot of Anna Marcus’s experience

5.6 Arnaud Manigot

Job title: Responsable technique, flotte nationale des chargã s d’enquãªtes
Associated: True
Socials: https://linkedin.com/in/arnaudmanigot

5.6.1 Arnaud Manigot’s working period at iri

5.6.2 Gantt plot of Arnaud Manigot’s experience

5.7 Blandine De Challemaison

Job title: Compte-clã
Associated: True
Socials: https://linkedin.com/in/blandine-de-challemaison-663b2216 | https://linkedin.com/in/bdechallemaison

5.7.1 Blandine De Challemaison’s working period at iri

5.7.2 Gantt plot of Blandine De Challemaison’s experience

5.8 Bukelwa Langa

Job title: Data analyst
Associated: True
Socials: https://linkedin.com/in/bukelwa-langa-54a26612 | https://linkedin.com/in/bukelwa-langa-944639101

5.8.1 Bukelwa Langa’s working period at iri

5.8.2 Gantt plot of Bukelwa Langa’s experience

5.9 Candy Marciano

Job title: Retail client service and ops consultant
Associated: True
Socials: https://linkedin.com/in/candy-marciano-7672396

5.9.1 Candy Marciano’s working period at iri

5.9.2 Gantt plot of Candy Marciano’s experience

5.10 Carol Davis

Job title: Accounts receivable clerk
Associated: True
Socials: https://linkedin.com/in/carol-davis-2ab783106

5.10.1 Carol Davis’s working period at iri

5.10.2 Gantt plot of Carol Davis’s experience

5.11 Celine Muller

Job title: Compte clã
Associated: True
Socials: https://linkedin.com/in/celine-muller-72248340

5.11.1 Celine Muller’s working period at iri

5.11.2 Gantt plot of Celine Muller’s experience

5.12 Chris Stahlschmidt

Job title: Project director
Associated: False
Socials: https://linkedin.com/in/chris-stahlschmidt-46944aa

5.12.1 Chris Stahlschmidt’s working period at iri

5.12.2 Gantt plot of Chris Stahlschmidt’s experience

5.13 Christene Stelk

Job title: Consultant, retail client solutions
Associated: True
Socials: https://linkedin.com/in/christene-stelk-6a58008

5.13.1 Christene Stelk’s working period at iri

5.13.2 Gantt plot of Christene Stelk’s experience

5.14 Christoph Knoke

Job title: General manager germany
Associated: True
Socials: https://linkedin.com/in/christoph-knoke-a19a65

5.14.1 Christoph Knoke’s working period at iri

5.14.2 Gantt plot of Christoph Knoke’s experience

5.15 Claire Houard

Job title: Financial analyst
Associated: True
Socials: https://linkedin.com/in/claire-houard-716b9432

5.15.1 Claire Houard’s working period at iri

5.15.2 Gantt plot of Claire Houard’s experience

5.16 Client Insights

Job title: Iri
Associated: True
Socials: https://linkedin.com/in/anita-iyer-mba-2ba9079

5.16.1 Client Insights’s working period at iri

5.16.2 Gantt plot of Client Insights’s experience

5.17 Cssbb Cheng

Job title: Manager, client solutions
Associated: False
Socials: https://linkedin.com/in/timcheng616

5.17.1 Cssbb Cheng’s working period at iri

5.17.2 Gantt plot of Cssbb Cheng’s experience

5.18 Fred Marshall

Job title: Principal, client insights
Associated: True
Socials: https://linkedin.com/in/fred-marshall-90159113 | https://facebook.com/fred.marshall.9803 | https://linkedin.com/in/fred-marshall

5.18.1 Fred Marshall’s working period at iri

5.18.2 Gantt plot of Fred Marshall’s experience

5.19 Harrison Conners

Job title: Dimension architecture
Associated: True
Socials: https://linkedin.com/in/harrison-conners-05241817 | https://twitter.com/hbercon3 | https://linkedin.com/in/hconners

5.19.1 Harrison Conners’s working period at iri

5.19.2 Gantt plot of Harrison Conners’s experience

5.20 Heribert Jenus

Job title: Transition- and projectmanager germany
Associated: False
Socials: https://linkedin.com/in/heribert-jenus-86884922

5.20.1 Heribert Jenus’s working period at iri

5.20.2 Gantt plot of Heribert Jenus’s experience

5.21 Jane Ehlert

Job title: Data detective
Associated: True
Socials: https://linkedin.com/in/jane-ehlert-5159311

5.21.1 Jane Ehlert’s working period at iri

5.21.2 Gantt plot of Jane Ehlert’s experience

5.22 Jenn Jones

Job title: Fsr
Associated: True
Socials: https://linkedin.com/in/jenn-jones-85a3ba22

5.22.1 Jenn Jones’s working period at iri

5.22.2 Gantt plot of Jenn Jones’s experience

5.23 Jennifer Trowbridge

Job title: Principal, new business, market and shopper intelligence
Associated: True
Socials: https://linkedin.com/in/jennifer-backus-trowbridge-21bab4

5.23.1 Jennifer Trowbridge’s working period at iri

5.23.2 Gantt plot of Jennifer Trowbridge’s experience

5.24 Jenny Long

Job title: ****
Associated: True
Socials: https://linkedin.com/in/jenny-long-507909194

5.24.1 Jenny Long’s working period at iri

5.24.2 Gantt plot of Jenny Long’s experience

5.25 Jenrry Rivera

Job title: Job coach
Associated: True
Socials: https://linkedin.com/in/jenrry-rivera-791477125

5.25.1 Jenrry Rivera’s working period at iri

5.25.2 Gantt plot of Jenrry Rivera’s experience

5.26 John Morales

Job title: Consultant and lead
Associated: True
Socials: https://linkedin.com/in/john-frias-morales-49243812 | https://linkedin.com/in/john-morales-49243812 | https://twitter.com/johnfmoralesf

5.26.1 John Morales’s working period at iri

5.26.2 Gantt plot of John Morales’s experience

5.27 Jonathan Ernesto

Job title: Consultant, client insights
Associated: True
Socials: https://linkedin.com/in/jonathanernesto | https://linkedin.com/in/jonathan-ernesto-a013ab8 | https://twitter.com/jonernesto

5.27.1 Jonathan Ernesto’s working period at iri

5.27.2 Gantt plot of Jonathan Ernesto’s experience

5.28 Jordan Siegel

Job title: Sales
Associated: True
Socials: https://linkedin.com/in/jordan-siegel-2015202

5.28.1 Jordan Siegel’s working period at iri

5.28.2 Gantt plot of Jordan Siegel’s experience

5.29 Joshua Howard

Job title: Field service representative
Associated: True
Socials: https://linkedin.com/in/--42a61079 | https://linkedin.com/in/joshua-howard-42a61079 | https://linkedin.com/in/joshuahoward88 | https://facebook.com/blackvar0

5.29.1 Joshua Howard’s working period at iri

5.29.2 Gantt plot of Joshua Howard’s experience

5.30 Kaitlin Dietrich

Job title: Client insights analyst-campbells at iri
Associated: True
Socials: https://linkedin.com/in/kaitlin-dietrich-98006226 | https://facebook.com/dietzyspider

5.30.1 Kaitlin Dietrich’s working period at iri

5.30.2 Gantt plot of Kaitlin Dietrich’s experience

5.31 Kathy Van Neck

Job title: Svp, total rewards
Associated: True
Socials: https://facebook.com/kathy.vanneck | https://twitter.com/kvn37 | https://linkedin.com/in/kathy-van-neck-6b15437

5.31.1 Kathy Van Neck’s working period at iri

5.31.2 Gantt plot of Kathy Van Neck’s experience

5.32 Katie Meyer

Job title: Consultant, client insights, fresh coe
Associated: True
Socials: https://linkedin.com/in/katie-meyer-connector | https://linkedin.com/in/katie-meyer-9164313

5.32.1 Katie Meyer’s working period at iri

5.32.2 Gantt plot of Katie Meyer’s experience

5.33 Klaus Gillarek

Job title: Developer business intelligence
Associated: True
Socials: https://linkedin.com/in/klaus-gillarek-184262a8

5.33.1 Klaus Gillarek’s working period at iri

5.33.2 Gantt plot of Klaus Gillarek’s experience

5.34 Laetitia Bergis

Job title: Consultante
Associated: True
Socials: https://linkedin.com/in/laetitia-bergis-4820715b

5.34.1 Laetitia Bergis’s working period at iri

5.34.2 Gantt plot of Laetitia Bergis’s experience

5.35 Lana Lamon

Job title: Director of information technology
Associated: True
Socials: https://linkedin.com/in/lana-lamon-914b7a10 | https://linkedin.com/in/lanalamon

5.35.1 Lana Lamon’s working period at iri

5.35.2 Gantt plot of Lana Lamon’s experience

5.36 Laura Kohlmann

Job title: Client service consultant
Associated: True
Socials: https://linkedin.com/in/lauramaldonado

5.36.1 Laura Kohlmann’s working period at iri

5.36.2 Gantt plot of Laura Kohlmann’s experience

5.37 Linsey Teuben

Job title: Insights consultant | global analytics and consulting
Associated: True
Socials: https://linkedin.com/in/linsey-teuben-612a1023

5.37.1 Linsey Teuben’s working period at iri

5.37.2 Gantt plot of Linsey Teuben’s experience

5.38 Liz Lisuzzo

Job title: Client service analyst
Associated: True
Socials: https://linkedin.com/in/liz-lisuzzo-9042779

5.38.1 Liz Lisuzzo’s working period at iri

5.38.2 Gantt plot of Liz Lisuzzo’s experience

5.39 Lynn Dean

Job title: Principal, client insights
Associated: True
Socials: https://linkedin.com/in/lynnmariedean

5.39.1 Lynn Dean’s working period at iri

5.39.2 Gantt plot of Lynn Dean’s experience

5.40 Malorie Howells

Job title: Client insights, land oâ lakes
Associated: True
Socials: https://linkedin.com/in/malorie-howells-6a58092b

5.40.1 Malorie Howells’s working period at iri

5.40.2 Gantt plot of Malorie Howells’s experience

5.41 Mari Plaza

Job title: Encuestadora
Associated: True
Socials: https://linkedin.com/in/mari-plaza-88445387

5.41.1 Mari Plaza’s working period at iri

5.41.2 Gantt plot of Mari Plaza’s experience

5.42 Marianne Gough

Job title: Audetor
Associated: True
Socials: https://linkedin.com/in/marianne-gough-676aa479

5.42.1 Marianne Gough’s working period at iri

5.42.2 Gantt plot of Marianne Gough’s experience

5.43 Marion Thetas

Job title: Chef de groupe modä les vendus au local
Associated: True
Socials: https://linkedin.com/in/marion-thetas-0988414

5.43.1 Marion Thetas’s working period at iri

5.43.2 Gantt plot of Marion Thetas’s experience

5.44 Melanie Dockray

Job title: Area controller
Associated: False
Socials: https://linkedin.com/in/melanie-dockray-19bb4318a

5.44.1 Melanie Dockray’s working period at iri

5.44.2 Gantt plot of Melanie Dockray’s experience

5.45 Michelle Hart

Job title: Retail client insights director - walmart
Associated: True
Socials: https://linkedin.com/in/michelleleahhart

5.45.1 Michelle Hart’s working period at iri

5.45.2 Gantt plot of Michelle Hart’s experience

5.46 Nancy Clauss

Job title: Principal, client insights
Associated: True
Socials: https://linkedin.com/in/nancy-clauss | https://linkedin.com/in/nancy-clauss-6313861

5.46.1 Nancy Clauss’s working period at iri

5.46.2 Gantt plot of Nancy Clauss’s experience

5.47 Oki Kim

Job title: Research analyst
Associated: True
Socials: https://linkedin.com/in/oki-kim-32ab7148

5.47.1 Oki Kim’s working period at iri

5.47.2 Gantt plot of Oki Kim’s experience

5.48 Olivier Humeau

Job title: Directeur gã nã ral
Associated: True
Socials: https://linkedin.com/in/olivierhumeau

5.48.1 Olivier Humeau’s working period at iri

5.48.2 Gantt plot of Olivier Humeau’s experience

5.49 Pamela Schram

Job title: Fsr
Associated: True
Socials: https://linkedin.com/in/pamela-schram-b6076163 | https://facebook.com/pamela.j.schram

5.49.1 Pamela Schram’s working period at iri

5.49.2 Gantt plot of Pamela Schram’s experience

5.50 Pierre Stephan

Job title: Marketing consultant iri
Associated: False
Socials: https://linkedin.com/in/pierre-stephan-255a8843

5.50.1 Pierre Stephan’s working period at iri

5.50.2 Gantt plot of Pierre Stephan’s experience

5.51 Rahim Borhani

Job title: Vp, analytic r and d
Associated: True
Socials: https://linkedin.com/in/rahim-borhani-103b7b4

5.51.1 Rahim Borhani’s working period at iri

5.51.2 Gantt plot of Rahim Borhani’s experience

5.52 Rob Hohmann

Job title: Client insights
Associated: True
Socials: https://linkedin.com/in/rob-hohmann-245a692 | https://facebook.com/rob.hohmann1

5.52.1 Rob Hohmann’s working period at iri

5.52.2 Gantt plot of Rob Hohmann’s experience

5.53 Ron Cooper

Job title: Vice president technology services
Associated: False
Socials: https://linkedin.com/in/ron-cooper-4b455013

5.53.1 Ron Cooper’s working period at iri

5.53.2 Gantt plot of Ron Cooper’s experience

5.54 Sathya Dornala

Job title: Consultant
Associated: True
Socials: https://linkedin.com/in/sathyadornala | https://linkedin.com/in/sathya-dornala-pmp-itil-59839016 | https://facebook.com/sathya.dornala

5.54.1 Sathya Dornala’s working period at iri

5.54.2 Gantt plot of Sathya Dornala’s experience

5.55 Tim Austen

Job title: Financial applications consultant
Associated: False
Socials: https://linkedin.com/in/tim-austen-5962605

5.55.1 Tim Austen’s working period at iri

5.55.2 Gantt plot of Tim Austen’s experience

5.56 Tipton Gustafson

Job title: Principal, media center of excellence
Associated: True
Socials: https://linkedin.com/in/tipton-gustafson-8b901b6 | https://linkedin.com/in/tiptongustafson

5.56.1 Tipton Gustafson’s working period at iri

5.56.2 Gantt plot of Tipton Gustafson’s experience

5.57 Valérie Rousseau

Job title: Chargã e d’ã tudes
Associated: False
Socials: https://linkedin.com/in/valérie-rousseau-60a21361

5.57.1 Valérie Rousseau’s working period at iri

5.57.2 Gantt plot of Valérie Rousseau’s experience

5.58 Veronica Rondon

Job title: Asistente
Associated: False
Socials: https://linkedin.com/in/veronica-rondon-a511794b

5.58.1 Veronica Rondon’s working period at iri

5.58.2 Gantt plot of Veronica Rondon’s experience

5.59 Victor Arbouet

Job title: Chargã de clientã le
Associated: True
Socials: https://linkedin.com/in/victor-arbouet-7a04b593

5.59.1 Victor Arbouet’s working period at iri

5.59.2 Gantt plot of Victor Arbouet’s experience

5.60 Vishnu Lingadi

Job title: Data analyst
Associated: True
Socials: https://linkedin.com/in/vishnu-lingadi-3873752